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retrain-pipelines (retrain-pipelines)
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AI & ML interests

`pip install retrain-pipelines`, automatic retraining, continuous learning, auto-doc, traceability, auditability, versioning

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Wondering if the new version of your model is better than the last ? Did continuous training improve, or decrease perf ? Does sorting through model cards feel like a never-ending chore ?

With retrain-pipelines, you can overlook your Hugging Face model versions, hassle-free :

with the inspector on the Hub
inspector.webm hub.webm

retrain-pipelines focuses on continuous learning (eg retraining through dataset updates/refinements), enabling the creation of a new version of a model and the comparison of its performance against that of its best predecessor.

Release v0.1.2 brings integration for the Hugging Face ecosystem. By retraining with retrain-pipelines, you benefit from :

  • automated dataset and model versioning, with dynamically-generated (metadata-rich) READMEs and full fine-grained lineage
  • automated upload of retraining source-code
  • automated upload of retraining pipeline-card
  • an inspector for model performance history across versions
  • and all other good things that make the retrain-pipelines' DNA, like highly-customizable pipeline templates to get started fast !